Browse/search for people

Publication - Professor Gerard Van den Berg

    The nonparametric identification of treatment effects in duration models

    Citation

    Abbring, JH & Van den Berg, GJ, 2003, ‘The nonparametric identification of treatment effects in duration models’. Econometrica, vol 71., pp. 1491-1517

    Abstract

    This paper analyzes the specification and identification of causal multivariate duration models. We focus on the case in which one duration concerns the point in time a treatment is initiated and we are interested in the effect of this treatment on some outcome duration. We define "no anticipation of treatment" and relate it to a common assumption in biostatistics. We show that (i) no anticipation and (ii) randomized treatment assignment can be imposed without restricting the observational data. We impose (i) but not (ii) and prove identification of models that impose some structure. We allow for dependent unobserved heterogeneity and we do not exploit exclusion restrictions on covariates. We provide results for both single-spell and multiple-spell data. The timing of events conveys useful information on the treatment effect.

    Full details in the University publications repository